Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 36725 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.9 MiB |
| Average record size in memory | 112.0 B |
Variable types
| NUM | 13 |
|---|
Reproduction
| Analysis started | 2021-02-16 22:32:31.871921 |
|---|---|
| Analysis finished | 2021-02-16 22:33:50.926863 |
| Duration | 1 minute and 19.05 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
AT
Real number (ℝ)
| Distinct count | 22522 |
|---|---|
| Unique (%) | 61.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.711768802614017 |
|---|---|
| Minimum | -6.2348 |
| Maximum | 37.103 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 286.9 KiB |
Quantile statistics
| Minimum | -6.2348 |
|---|---|
| 5-th percentile | 5.75548 |
| Q1 | 11.78 |
| median | 17.798 |
| Q3 | 23.664 |
| 95-th percentile | 29.4856 |
| Maximum | 37.103 |
| Range | 43.3378 |
| Interquartile range (IQR) | 11.884 |
Descriptive statistics
| Standard deviation | 7.447413781 |
|---|---|
| Coefficient of variation (CV) | 0.420478263 |
| Kurtosis | -0.8264298693 |
| Mean | 17.7117688 |
| Median Absolute Deviation (MAD) | 5.945 |
| Skewness | -0.04322413777 |
| Sum | 650464.7093 |
| Variance | 55.46397202 |
| Value | Count | Frequency (%) | |
| 23.969 | 8 | < 0.1% | |
| 18.525 | 8 | < 0.1% | |
| 11.92 | 8 | < 0.1% | |
| 20.72 | 7 | < 0.1% | |
| 27.782 | 7 | < 0.1% | |
| 11.421 | 7 | < 0.1% | |
| 19.263 | 7 | < 0.1% | |
| 25.597 | 7 | < 0.1% | |
| 16.792 | 7 | < 0.1% | |
| 18.431 | 7 | < 0.1% | |
| Other values (22512) | 36652 | 99.8% |
| Value | Count | Frequency (%) | |
| -6.2348 | 1 | < 0.1% | |
| -6.0421 | 1 | < 0.1% | |
| -5.9793 | 1 | < 0.1% | |
| -5.9031 | 1 | < 0.1% | |
| -5.8956 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 37.103 | 1 | < 0.1% | |
| 37.098 | 1 | < 0.1% | |
| 36.264 | 1 | < 0.1% | |
| 35.822 | 1 | < 0.1% | |
| 35.461 | 1 | < 0.1% |
AP
Real number (ℝ≥0)
| Distinct count | 791 |
|---|---|
| Unique (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1013.0710924438395 |
|---|---|
| Minimum | 985.85 |
| Maximum | 1036.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 286.9 KiB |
Quantile statistics
| Minimum | 985.85 |
|---|---|
| 5-th percentile | 1003.3 |
| Q1 | 1008.8 |
| median | 1012.6 |
| Q3 | 1017 |
| 95-th percentile | 1024.3 |
| Maximum | 1036.6 |
| Range | 50.75 |
| Interquartile range (IQR) | 8.2 |
Descriptive statistics
| Standard deviation | 6.462721886 |
|---|---|
| Coefficient of variation (CV) | 0.006379336983 |
| Kurtosis | 0.4425953757 |
| Mean | 1013.071092 |
| Median Absolute Deviation (MAD) | 4.1 |
| Skewness | 0.1937108331 |
| Sum | 37205035.87 |
| Variance | 41.76677418 |
| Value | Count | Frequency (%) | |
| 1012.1 | 297 | 0.8% | |
| 1010.8 | 288 | 0.8% | |
| 1011.9 | 284 | 0.8% | |
| 1011.8 | 284 | 0.8% | |
| 1011.1 | 283 | 0.8% | |
| 1012.2 | 281 | 0.8% | |
| 1010.9 | 279 | 0.8% | |
| 1012.6 | 276 | 0.8% | |
| 1012 | 276 | 0.8% | |
| 1012.7 | 275 | 0.7% | |
| Other values (781) | 33902 | 92.3% |
| Value | Count | Frequency (%) | |
| 985.85 | 1 | < 0.1% | |
| 986.16 | 1 | < 0.1% | |
| 986.25 | 1 | < 0.1% | |
| 986.41 | 2 | < 0.1% | |
| 986.43 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1036.6 | 1 | < 0.1% | |
| 1036.5 | 2 | < 0.1% | |
| 1036.4 | 2 | < 0.1% | |
| 1036.3 | 4 | < 0.1% | |
| 1036.2 | 1 | < 0.1% |
AH
Real number (ℝ≥0)
| Distinct count | 25708 |
|---|---|
| Unique (%) | 70.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77.86382020422056 |
|---|---|
| Minimum | 24.085 |
| Maximum | 100.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 286.9 KiB |
Quantile statistics
| Minimum | 24.085 |
|---|---|
| 5-th percentile | 50.7764 |
| Q1 | 68.181 |
| median | 80.465 |
| Q3 | 89.373 |
| 95-th percentile | 97.3938 |
| Maximum | 100.2 |
| Range | 76.115 |
| Interquartile range (IQR) | 21.192 |
Descriptive statistics
| Standard deviation | 14.46118518 |
|---|---|
| Coefficient of variation (CV) | 0.1857240646 |
| Kurtosis | -0.2747524983 |
| Mean | 77.8638202 |
| Median Absolute Deviation (MAD) | 10.164 |
| Skewness | -0.6278072966 |
| Sum | 2859548.797 |
| Variance | 209.1258767 |
| Value | Count | Frequency (%) | |
| 100.12 | 46 | 0.1% | |
| 100.14 | 46 | 0.1% | |
| 100.16 | 42 | 0.1% | |
| 100.15 | 42 | 0.1% | |
| 100.11 | 38 | 0.1% | |
| 100.09 | 34 | 0.1% | |
| 100.13 | 33 | 0.1% | |
| 100.1 | 27 | 0.1% | |
| 100.17 | 27 | 0.1% | |
| 100.06 | 25 | 0.1% | |
| Other values (25698) | 36365 | 99.0% |
| Value | Count | Frequency (%) | |
| 24.085 | 1 | < 0.1% | |
| 24.666 | 1 | < 0.1% | |
| 25.987 | 1 | < 0.1% | |
| 26.615 | 1 | < 0.1% | |
| 27.504 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 100.2 | 4 | < 0.1% | |
| 100.19 | 1 | < 0.1% | |
| 100.18 | 5 | < 0.1% | |
| 100.17 | 27 | 0.1% | |
| 100.16 | 42 | 0.1% |
AFDP
Real number (ℝ≥0)
| Distinct count | 20495 |
|---|---|
| Unique (%) | 55.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.9254114989788973 |
|---|---|
| Minimum | 2.0874 |
| Maximum | 7.6106 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 286.9 KiB |
Quantile statistics
| Minimum | 2.0874 |
|---|---|
| 5-th percentile | 2.6666 |
| Q1 | 3.3555 |
| median | 3.9375 |
| Q3 | 4.3768 |
| 95-th percentile | 5.31154 |
| Maximum | 7.6106 |
| Range | 5.5232 |
| Interquartile range (IQR) | 1.0213 |
Descriptive statistics
| Standard deviation | 0.7739494998 |
|---|---|
| Coefficient of variation (CV) | 0.1971639152 |
| Kurtosis | 0.2249146866 |
| Mean | 3.925411499 |
| Median Absolute Deviation (MAD) | 0.495 |
| Skewness | 0.3813059088 |
| Sum | 144160.7373 |
| Variance | 0.5989978283 |
| Value | Count | Frequency (%) | |
| 4.0076 | 9 | < 0.1% | |
| 3.2115 | 9 | < 0.1% | |
| 4.1364 | 8 | < 0.1% | |
| 4.1083 | 8 | < 0.1% | |
| 3.7056 | 8 | < 0.1% | |
| 4.1593 | 8 | < 0.1% | |
| 3.8661 | 8 | < 0.1% | |
| 4.2322 | 8 | < 0.1% | |
| 4.25 | 8 | < 0.1% | |
| 3.7043 | 8 | < 0.1% | |
| Other values (20485) | 36643 | 99.8% |
| Value | Count | Frequency (%) | |
| 2.0874 | 1 | < 0.1% | |
| 2.0992 | 1 | < 0.1% | |
| 2.1057 | 1 | < 0.1% | |
| 2.1197 | 1 | < 0.1% | |
| 2.1395 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 7.6106 | 1 | < 0.1% | |
| 7.5549 | 1 | < 0.1% | |
| 7.3189 | 1 | < 0.1% | |
| 7.2399 | 1 | < 0.1% | |
| 6.9831 | 1 | < 0.1% |
| Distinct count | 12967 |
|---|---|
| Unique (%) | 35.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.563620204220555 |
|---|---|
| Minimum | 17.698 |
| Maximum | 40.716 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 286.9 KiB |
Quantile statistics
| Minimum | 17.698 |
|---|---|
| 5-th percentile | 19.251 |
| Q1 | 23.128 |
| median | 25.105 |
| Q3 | 29.059 |
| 95-th percentile | 32.9 |
| Maximum | 40.716 |
| Range | 23.018 |
| Interquartile range (IQR) | 5.931 |
Descriptive statistics
| Standard deviation | 4.19618398 |
|---|---|
| Coefficient of variation (CV) | 0.1641467033 |
| Kurtosis | -0.653899781 |
| Mean | 25.5636202 |
| Median Absolute Deviation (MAD) | 2.489 |
| Skewness | 0.3290851814 |
| Sum | 938823.952 |
| Variance | 17.60796 |
| Value | Count | Frequency (%) | |
| 24.308 | 18 | < 0.1% | |
| 25.463 | 16 | < 0.1% | |
| 25.487 | 15 | < 0.1% | |
| 25.184 | 15 | < 0.1% | |
| 25.106 | 15 | < 0.1% | |
| 25.443 | 14 | < 0.1% | |
| 25.547 | 14 | < 0.1% | |
| 25.352 | 14 | < 0.1% | |
| 25.299 | 14 | < 0.1% | |
| 25.006 | 14 | < 0.1% | |
| Other values (12957) | 36576 | 99.6% |
| Value | Count | Frequency (%) | |
| 17.698 | 1 | < 0.1% | |
| 17.719 | 1 | < 0.1% | |
| 17.738 | 1 | < 0.1% | |
| 17.741 | 1 | < 0.1% | |
| 17.761 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 40.716 | 1 | < 0.1% | |
| 40.106 | 1 | < 0.1% | |
| 39.37 | 1 | < 0.1% | |
| 38.922 | 1 | < 0.1% | |
| 38.362 | 1 | < 0.1% |
| Distinct count | 799 |
|---|---|
| Unique (%) | 2.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1081.4275343771274 |
|---|---|
| Minimum | 1000.8 |
| Maximum | 1100.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 286.9 KiB |
Quantile statistics
| Minimum | 1000.8 |
|---|---|
| 5-th percentile | 1047.8 |
| Q1 | 1071.8 |
| median | 1085.9 |
| Q3 | 1097 |
| 95-th percentile | 1100.1 |
| Maximum | 1100.9 |
| Range | 100.1 |
| Interquartile range (IQR) | 25.2 |
Descriptive statistics
| Standard deviation | 17.5373411 |
|---|---|
| Coefficient of variation (CV) | 0.01621684352 |
| Kurtosis | -0.0459699805 |
| Mean | 1081.427534 |
| Median Absolute Deviation (MAD) | 12.9 |
| Skewness | -0.8882992558 |
| Sum | 39715426.2 |
| Variance | 307.5583329 |
| Value | Count | Frequency (%) | |
| 1100 | 2735 | 7.4% | |
| 1099.9 | 2158 | 5.9% | |
| 1100.1 | 1322 | 3.6% | |
| 1099.8 | 870 | 2.4% | |
| 1100.2 | 527 | 1.4% | |
| 1099.7 | 324 | 0.9% | |
| 1100.3 | 260 | 0.7% | |
| 1099.6 | 186 | 0.5% | |
| 1085.4 | 143 | 0.4% | |
| 1086.5 | 137 | 0.4% | |
| Other values (789) | 28063 | 76.4% |
| Value | Count | Frequency (%) | |
| 1000.8 | 1 | < 0.1% | |
| 1001.3 | 1 | < 0.1% | |
| 1001.4 | 2 | < 0.1% | |
| 1002.9 | 1 | < 0.1% | |
| 1006.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1100.9 | 1 | < 0.1% | |
| 1100.8 | 1 | < 0.1% | |
| 1100.7 | 1 | < 0.1% | |
| 1100.6 | 3 | < 0.1% | |
| 1100.5 | 15 | < 0.1% |
TAT
Real number (ℝ≥0)
| Distinct count | 2769 |
|---|---|
| Unique (%) | 7.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 546.1580057181757 |
|---|---|
| Minimum | 511.04 |
| Maximum | 550.61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 286.9 KiB |
Quantile statistics
| Minimum | 511.04 |
|---|---|
| 5-th percentile | 529.96 |
| Q1 | 544.72 |
| median | 549.88 |
| Q3 | 550.04 |
| 95-th percentile | 550.3 |
| Maximum | 550.61 |
| Range | 39.57 |
| Interquartile range (IQR) | 5.32 |
Descriptive statistics
| Standard deviation | 6.842985176 |
|---|---|
| Coefficient of variation (CV) | 0.01252931405 |
| Kurtosis | 2.015517862 |
| Mean | 546.1580057 |
| Median Absolute Deviation (MAD) | 0.26 |
| Skewness | -1.755602605 |
| Sum | 20057652.76 |
| Variance | 46.82644612 |
| Value | Count | Frequency (%) | |
| 550.01 | 657 | 1.8% | |
| 550 | 648 | 1.8% | |
| 549.98 | 639 | 1.7% | |
| 549.99 | 628 | 1.7% | |
| 549.96 | 625 | 1.7% | |
| 550.04 | 611 | 1.7% | |
| 549.97 | 607 | 1.7% | |
| 550.02 | 590 | 1.6% | |
| 550.03 | 590 | 1.6% | |
| 549.94 | 584 | 1.6% | |
| Other values (2759) | 30546 | 83.2% |
| Value | Count | Frequency (%) | |
| 511.04 | 1 | < 0.1% | |
| 512.45 | 1 | < 0.1% | |
| 512.6 | 2 | < 0.1% | |
| 513.06 | 1 | < 0.1% | |
| 513.09 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 550.61 | 1 | < 0.1% | |
| 550.6 | 1 | < 0.1% | |
| 550.59 | 1 | < 0.1% | |
| 550.57 | 2 | < 0.1% | |
| 550.56 | 3 | < 0.1% |
| Distinct count | 6236 |
|---|---|
| Unique (%) | 17.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 133.50629952348535 |
|---|---|
| Minimum | 100.02 |
| Maximum | 179.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 286.9 KiB |
Quantile statistics
| Minimum | 100.02 |
|---|---|
| 5-th percentile | 109.03 |
| Q1 | 124.45 |
| median | 133.73 |
| Q3 | 144.08 |
| 95-th percentile | 161.33 |
| Maximum | 179.5 |
| Range | 79.48 |
| Interquartile range (IQR) | 19.63 |
Descriptive statistics
| Standard deviation | 15.61971382 |
|---|---|
| Coefficient of variation (CV) | 0.1169960809 |
| Kurtosis | -0.5003798711 |
| Mean | 133.5062995 |
| Median Absolute Deviation (MAD) | 9.76 |
| Skewness | 0.1165443689 |
| Sum | 4903018.85 |
| Variance | 243.9754599 |
| Value | Count | Frequency (%) | |
| 133.78 | 185 | 0.5% | |
| 133.74 | 174 | 0.5% | |
| 133.76 | 168 | 0.5% | |
| 133.67 | 163 | 0.4% | |
| 133.79 | 149 | 0.4% | |
| 133.72 | 145 | 0.4% | |
| 133.75 | 141 | 0.4% | |
| 133.73 | 140 | 0.4% | |
| 133.77 | 136 | 0.4% | |
| 133.68 | 135 | 0.4% | |
| Other values (6226) | 35189 | 95.8% |
| Value | Count | Frequency (%) | |
| 100.02 | 1 | < 0.1% | |
| 100.03 | 1 | < 0.1% | |
| 100.04 | 1 | < 0.1% | |
| 100.07 | 1 | < 0.1% | |
| 100.14 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 179.5 | 1 | < 0.1% | |
| 178.31 | 1 | < 0.1% | |
| 177.91 | 1 | < 0.1% | |
| 177.88 | 1 | < 0.1% | |
| 177.49 | 1 | < 0.1% |
| Distinct count | 4447 |
|---|---|
| Unique (%) | 12.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12.060486159292036 |
|---|---|
| Minimum | 9.8518 |
| Maximum | 15.159 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 286.9 KiB |
Quantile statistics
| Minimum | 9.8518 |
|---|---|
| 5-th percentile | 10.385 |
| Q1 | 11.434 |
| median | 11.965 |
| Q3 | 12.854 |
| 95-th percentile | 13.989 |
| Maximum | 15.159 |
| Range | 5.3072 |
| Interquartile range (IQR) | 1.42 |
Descriptive statistics
| Standard deviation | 1.088871023 |
|---|---|
| Coefficient of variation (CV) | 0.09028417332 |
| Kurtosis | -0.6317523436 |
| Mean | 12.06048616 |
| Median Absolute Deviation (MAD) | 0.637 |
| Skewness | 0.2368475605 |
| Sum | 442921.3542 |
| Variance | 1.185640104 |
| Value | Count | Frequency (%) | |
| 11.891 | 55 | 0.1% | |
| 11.872 | 47 | 0.1% | |
| 11.908 | 46 | 0.1% | |
| 11.902 | 45 | 0.1% | |
| 11.899 | 44 | 0.1% | |
| 11.839 | 43 | 0.1% | |
| 11.916 | 43 | 0.1% | |
| 11.901 | 43 | 0.1% | |
| 11.905 | 41 | 0.1% | |
| 11.886 | 41 | 0.1% | |
| Other values (4437) | 36277 | 98.8% |
| Value | Count | Frequency (%) | |
| 9.8518 | 1 | < 0.1% | |
| 9.8708 | 1 | < 0.1% | |
| 9.8754 | 1 | < 0.1% | |
| 9.8806 | 1 | < 0.1% | |
| 9.9044 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 15.159 | 1 | < 0.1% | |
| 15.083 | 1 | < 0.1% | |
| 15.081 | 1 | < 0.1% | |
| 15.055 | 1 | < 0.1% | |
| 15.043 | 1 | < 0.1% |
CO
Real number (ℝ≥0)
| Distinct count | 26184 |
|---|---|
| Unique (%) | 71.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3723655245012933 |
|---|---|
| Minimum | 0.00038751 |
| Maximum | 44.103 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 286.9 KiB |
Quantile statistics
| Minimum | 0.00038751 |
|---|---|
| 5-th percentile | 0.468172 |
| Q1 | 1.1823 |
| median | 1.7137 |
| Q3 | 2.8429 |
| 95-th percentile | 6.1356 |
| Maximum | 44.103 |
| Range | 44.10261249 |
| Interquartile range (IQR) | 1.6606 |
Descriptive statistics
| Standard deviation | 2.262331685 |
|---|---|
| Coefficient of variation (CV) | 0.9536185137 |
| Kurtosis | 49.11638345 |
| Mean | 2.372365525 |
| Median Absolute Deviation (MAD) | 0.6741 |
| Skewness | 4.839470838 |
| Sum | 87125.12389 |
| Variance | 5.118144655 |
| Value | Count | Frequency (%) | |
| 0.11124 | 21 | 0.1% | |
| 1.3373 | 8 | < 0.1% | |
| 1.356 | 8 | < 0.1% | |
| 1.6897 | 8 | < 0.1% | |
| 1.5395 | 7 | < 0.1% | |
| 1.8193 | 7 | < 0.1% | |
| 1.7357 | 7 | < 0.1% | |
| 1.6938 | 7 | < 0.1% | |
| 1.8798 | 7 | < 0.1% | |
| 1.3348 | 7 | < 0.1% | |
| Other values (26174) | 36638 | 99.8% |
| Value | Count | Frequency (%) | |
| 0.00038751 | 1 | < 0.1% | |
| 0.0015935 | 1 | < 0.1% | |
| 0.0016398 | 1 | < 0.1% | |
| 0.0036653 | 1 | < 0.1% | |
| 0.0050334 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 44.103 | 1 | < 0.1% | |
| 43.622 | 1 | < 0.1% | |
| 43.428 | 1 | < 0.1% | |
| 43.397 | 1 | < 0.1% | |
| 41.097 | 1 | < 0.1% |
NOX
Real number (ℝ≥0)
| Distinct count | 23636 |
|---|---|
| Unique (%) | 64.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.29486453369638 |
|---|---|
| Minimum | 25.905 |
| Maximum | 119.91 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 286.9 KiB |
Quantile statistics
| Minimum | 25.905 |
|---|---|
| 5-th percentile | 49.293 |
| Q1 | 57.164 |
| median | 63.851 |
| Q3 | 71.549 |
| 95-th percentile | 85.1878 |
| Maximum | 119.91 |
| Range | 94.005 |
| Interquartile range (IQR) | 14.385 |
Descriptive statistics
| Standard deviation | 11.67530938 |
|---|---|
| Coefficient of variation (CV) | 0.1788089991 |
| Kurtosis | 2.037130543 |
| Mean | 65.29486453 |
| Median Absolute Deviation (MAD) | 7.132 |
| Skewness | 1.026394052 |
| Sum | 2397953.9 |
| Variance | 136.312849 |
| Value | Count | Frequency (%) | |
| 60.38 | 104 | 0.3% | |
| 64.096 | 9 | < 0.1% | |
| 64.299 | 8 | < 0.1% | |
| 64.109 | 8 | < 0.1% | |
| 64.105 | 7 | < 0.1% | |
| 66.861 | 7 | < 0.1% | |
| 59.354 | 7 | < 0.1% | |
| 61.579 | 7 | < 0.1% | |
| 56.77 | 7 | < 0.1% | |
| 66.412 | 7 | < 0.1% | |
| Other values (23626) | 36554 | 99.5% |
| Value | Count | Frequency (%) | |
| 25.905 | 1 | < 0.1% | |
| 27.183 | 1 | < 0.1% | |
| 27.765 | 1 | < 0.1% | |
| 29.063 | 1 | < 0.1% | |
| 35.598 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 119.91 | 1 | < 0.1% | |
| 119.9 | 1 | < 0.1% | |
| 119.89 | 1 | < 0.1% | |
| 119.79 | 1 | < 0.1% | |
| 119.68 | 1 | < 0.1% |
year
Real number (ℝ≥0)
| Distinct count | 5 |
|---|---|
| Unique (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2012.9854867256638 |
|---|---|
| Minimum | 2011 |
| Maximum | 2015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 286.9 KiB |
Quantile statistics
| Minimum | 2011 |
|---|---|
| 5-th percentile | 2011 |
| Q1 | 2012 |
| median | 2013 |
| Q3 | 2014 |
| 95-th percentile | 2015 |
| Maximum | 2015 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.419011996 |
|---|---|
| Coefficient of variation (CV) | 0.0007049290744 |
| Kurtosis | -1.310674059 |
| Mean | 2012.985487 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.02400505968 |
| Sum | 73926892 |
| Variance | 2.013595045 |
| Value | Count | Frequency (%) | |
| 2012 | 7628 | 20.8% | |
| 2011 | 7411 | 20.2% | |
| 2015 | 7383 | 20.1% | |
| 2013 | 7152 | 19.5% | |
| 2014 | 7151 | 19.5% |
| Value | Count | Frequency (%) | |
| 2011 | 7411 | 20.2% | |
| 2012 | 7628 | 20.8% | |
| 2013 | 7152 | 19.5% | |
| 2014 | 7151 | 19.5% | |
| 2015 | 7383 | 20.1% |
| Value | Count | Frequency (%) | |
| 2015 | 7383 | 20.1% | |
| 2014 | 7151 | 19.5% | |
| 2013 | 7152 | 19.5% | |
| 2012 | 7628 | 20.8% | |
| 2011 | 7411 | 20.2% |
target
Real number (ℝ≥0)
| Distinct count | 6236 |
|---|---|
| Unique (%) | 17.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 133.5060473791695 |
|---|---|
| Minimum | 100.02 |
| Maximum | 179.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 286.9 KiB |
Quantile statistics
| Minimum | 100.02 |
|---|---|
| 5-th percentile | 109.03 |
| Q1 | 124.45 |
| median | 133.73 |
| Q3 | 144.08 |
| 95-th percentile | 161.33 |
| Maximum | 179.5 |
| Range | 79.48 |
| Interquartile range (IQR) | 19.63 |
Descriptive statistics
| Standard deviation | 15.61976978 |
|---|---|
| Coefficient of variation (CV) | 0.116996721 |
| Kurtosis | -0.5004061996 |
| Mean | 133.5060474 |
| Median Absolute Deviation (MAD) | 9.76 |
| Skewness | 0.1165877433 |
| Sum | 4903009.59 |
| Variance | 243.9772079 |
| Value | Count | Frequency (%) | |
| 133.78 | 185 | 0.5% | |
| 133.74 | 174 | 0.5% | |
| 133.76 | 168 | 0.5% | |
| 133.67 | 163 | 0.4% | |
| 133.79 | 149 | 0.4% | |
| 133.72 | 145 | 0.4% | |
| 133.75 | 141 | 0.4% | |
| 133.73 | 140 | 0.4% | |
| 133.77 | 136 | 0.4% | |
| 133.68 | 135 | 0.4% | |
| Other values (6226) | 35189 | 95.8% |
| Value | Count | Frequency (%) | |
| 100.02 | 1 | < 0.1% | |
| 100.03 | 1 | < 0.1% | |
| 100.04 | 1 | < 0.1% | |
| 100.07 | 1 | < 0.1% | |
| 100.14 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 179.5 | 1 | < 0.1% | |
| 178.31 | 1 | < 0.1% | |
| 177.91 | 1 | < 0.1% | |
| 177.88 | 1 | < 0.1% | |
| 177.49 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| AT | AP | AH | AFDP | GTEP | TIT | TAT | TEY | CDP | CO | NOX | year | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 4.5878 | 1018.7 | 83.675 | 3.5758 | 23.979 | 1086.2 | 549.83 | 134.67 | 11.898 | 0.32663 | 81.952 | 2011 | 134.67 |
| 1 | 4.2932 | 1018.3 | 84.235 | 3.5709 | 23.951 | 1086.1 | 550.05 | 134.67 | 11.892 | 0.44784 | 82.377 | 2011 | 135.10 |
| 2 | 3.9045 | 1018.4 | 84.858 | 3.5828 | 23.990 | 1086.5 | 550.19 | 135.10 | 12.042 | 0.45144 | 83.776 | 2011 | 135.03 |
| 3 | 3.7436 | 1018.3 | 85.434 | 3.5808 | 23.911 | 1086.5 | 550.17 | 135.03 | 11.990 | 0.23107 | 82.505 | 2011 | 134.67 |
| 4 | 3.7516 | 1017.8 | 85.182 | 3.5781 | 23.917 | 1085.9 | 550.00 | 134.67 | 11.910 | 0.26747 | 82.028 | 2011 | 134.67 |
| 5 | 3.8858 | 1017.7 | 83.946 | 3.5824 | 23.903 | 1086.0 | 549.98 | 134.67 | 11.868 | 0.23473 | 81.748 | 2011 | 134.68 |
| 6 | 3.6697 | 1018.0 | 84.114 | 3.5804 | 23.889 | 1085.9 | 550.04 | 134.68 | 11.877 | 0.44412 | 84.592 | 2011 | 134.66 |
| 7 | 3.5892 | 1018.2 | 83.867 | 3.5777 | 23.876 | 1086.0 | 549.88 | 134.66 | 11.893 | 0.79996 | 84.193 | 2011 | 134.65 |
| 8 | 3.7108 | 1018.5 | 84.948 | 3.6027 | 23.957 | 1086.3 | 549.98 | 134.65 | 11.870 | 0.68996 | 83.978 | 2011 | 132.67 |
| 9 | 4.8281 | 1018.5 | 85.346 | 3.5158 | 23.422 | 1083.1 | 549.80 | 132.67 | 11.694 | 1.02810 | 82.654 | 2011 | 135.24 |
Last rows
| AT | AP | AH | AFDP | GTEP | TIT | TAT | TEY | CDP | CO | NOX | year | target | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 36715 | 7.2153 | 1028.9 | 82.391 | 4.7794 | 33.288 | 1100.0 | 530.54 | 164.09 | 14.245 | 2.0829 | 47.688 | 2015 | 165.41 |
| 36716 | 5.7884 | 1029.2 | 85.360 | 4.8570 | 33.644 | 1100.0 | 529.19 | 165.41 | 14.322 | 1.7955 | 47.228 | 2015 | 167.04 |
| 36717 | 4.3528 | 1029.2 | 87.147 | 4.9960 | 34.094 | 1100.0 | 527.73 | 167.04 | 14.378 | 1.7618 | 47.370 | 2015 | 165.78 |
| 36718 | 3.7675 | 1029.0 | 89.609 | 5.0733 | 33.402 | 1099.8 | 529.82 | 165.78 | 14.205 | 1.9356 | 47.819 | 2015 | 129.86 |
| 36719 | 3.4218 | 1028.7 | 91.003 | 3.6911 | 22.859 | 1073.5 | 549.78 | 129.86 | 11.549 | 3.6738 | 67.737 | 2015 | 117.46 |
| 36720 | 3.3776 | 1028.5 | 92.703 | 3.3128 | 20.248 | 1057.6 | 550.30 | 117.46 | 10.783 | 5.3488 | 66.550 | 2015 | 109.08 |
| 36721 | 3.6268 | 1028.5 | 93.200 | 3.1661 | 19.087 | 1037.0 | 541.59 | 109.08 | 10.411 | 10.9930 | 89.172 | 2015 | 108.79 |
| 36722 | 4.1674 | 1028.6 | 94.036 | 3.1923 | 19.016 | 1037.6 | 542.28 | 108.79 | 10.344 | 11.1440 | 88.849 | 2015 | 107.81 |
| 36723 | 5.4820 | 1028.5 | 95.219 | 3.3128 | 18.857 | 1038.0 | 543.48 | 107.81 | 10.462 | 11.4140 | 96.147 | 2015 | 131.41 |
| 36724 | 5.8837 | 1028.7 | 94.200 | 3.9831 | 23.563 | 1076.9 | 550.11 | 131.41 | 11.771 | 3.3134 | 64.738 | 2015 | 125.41 |